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> ## palette MM Likert outcome (distractor photo correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(103858)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1B", "P2W"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q329", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> 
> a2.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.06,
+                          verbose=10000, seed=58200
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.50368
   0.60203
   3.90929
  -0.42823
   1.78822
   1.23928
   1.21231
  -1.00087
   1.11796
   2.20112
   0.14393
   2.54146
  -0.87873
  -0.81479
   0.25750
   1.99333
   0.81363
  -1.86199
  -0.40536
  -0.12263
   0.70787
   2.07048
   2.32692
   0.85118
  -4.93137
  -3.05756
  -4.35915
  -4.74020
  -2.55355
  -3.30473
  -4.57049
  -4.26419
  -5.57335
  -4.48378
  -4.29426
  -5.07446
  -5.22342
  -4.59558
  -4.72719
  -5.58806
  -3.61980
  -4.57666
  -3.90564
  -3.53774
  -4.38494
  -4.59773
  -3.19027
  -3.95249
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.52372
   0.24876
   3.89903
  -0.68514
   1.54589
   1.50209
   0.51781
  -1.31789
   0.93978
   1.77864
  -0.58338
   1.94342
  -1.22800
  -0.92715
  -0.00946
   2.00462
   0.38661
  -1.37490
  -0.87009
  -1.02044
   0.52605
   2.69091
   2.03272
   0.51695
  -4.62826
  -3.62972
  -4.11842
  -4.63312
  -2.53854
  -3.79862
  -4.61537
  -3.91105
  -5.93752
  -4.38026
  -4.41815
  -4.80443
  -5.01640
  -4.92122
  -4.07230
  -5.51481
  -3.13088
  -4.47089
  -3.73859
  -3.50474
  -4.58596
  -4.16452
  -3.58651
  -3.83853
Metropolis acceptance rate for gamma = 0.28207



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.38604
   0.02370
   3.32675
  -1.05447
   1.64190
   1.48278
   0.45514
  -1.46007
   0.96026
   2.08141
   0.20367
   1.81269
  -1.63956
  -0.76715
   0.39157
   1.17050
   0.29377
  -1.87360
  -0.73316
  -0.51833
   0.45121
   2.35151
   1.90296
   0.62009
  -4.38601
  -3.39351
  -3.80024
  -4.39205
  -2.45726
  -3.77830
  -4.43646
  -3.51306
  -5.50395
  -4.79386
  -4.29702
  -5.09081
  -6.32444
  -4.48616
  -4.15106
  -5.89784
  -3.54298
  -4.82999
  -3.72722
  -2.95594
  -4.64416
  -4.09680
  -3.37848
  -3.57774
Metropolis acceptance rate for gamma = 0.28089



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.08181
   0.49600
   3.44917
  -0.69206
   1.36483
   1.59384
   0.59516
  -1.11424
   0.90416
   1.93450
   0.18125
   1.94344
  -1.11316
  -0.37548
   0.20632
   1.24652
   0.34302
  -1.13818
  -0.53760
  -0.58727
   0.67175
   2.79808
   2.08022
   1.14142
  -3.70160
  -3.33014
  -3.59903
  -3.96639
  -1.98945
  -3.57697
  -4.68939
  -4.20469
  -5.28239
  -5.24545
  -3.73842
  -4.62561
  -5.20775
  -4.53140
  -4.15388
  -5.26666
  -3.17452
  -3.89038
  -3.36707
  -3.65787
  -4.63543
  -3.37866
  -3.06340
  -3.61780
Metropolis acceptance rate for gamma = 0.28322



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.35521
   0.16789
   3.86957
  -0.73450
   1.58225
   1.39569
   0.72812
  -1.27739
   1.44305
   1.26750
  -0.01411
   1.74095
  -0.99332
  -0.71071
   0.14587
   1.54384
   0.06040
  -1.32628
  -0.28185
  -0.54240
   0.34463
   2.53793
   2.02660
   0.31292
  -4.69429
  -3.09880
  -4.01384
  -4.42568
  -2.78274
  -3.59725
  -4.34825
  -4.16758
  -5.09140
  -4.45511
  -4.05018
  -4.91461
  -5.82898
  -4.94977
  -4.27423
  -5.17845
  -3.03468
  -4.31119
  -4.21130
  -3.39052
  -4.51382
  -4.22062
  -3.24716
  -3.54573
Metropolis acceptance rate for gamma = 0.27999



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.44049
   0.04305
   3.34758
  -0.63761
   1.32286
   0.91915
   0.07288
  -1.21414
   0.99219
   1.37710
  -0.43262
   2.05418
  -1.30529
  -1.15709
   0.24316
   1.56604
   0.58303
  -1.57533
  -0.75156
  -0.43482
   0.50643
   2.15608
   1.73344
   0.44969
  -4.08428
  -3.00419
  -3.96855
  -4.37484
  -2.79744
  -3.60331
  -5.01508
  -3.80524
  -5.10876
  -4.56573
  -3.60538
  -4.71287
  -5.94314
  -4.74566
  -3.99494
  -5.52081
  -2.91504
  -4.06568
  -3.72120
  -3.09139
  -4.45251
  -3.97285
  -2.99620
  -3.70296
Metropolis acceptance rate for gamma = 0.27957



MCMCoprobit iteration 60001 of 1050000 
beta = 
   3.76681
   0.55090
   3.97764
  -0.44606
   2.03937
   1.72191
   0.69258
  -1.19468
   1.41869
   1.79361
  -0.34127
   2.30717
  -0.74697
  -0.27948
   0.49548
   1.49147
   0.37268
  -1.12987
   0.10722
  -0.01535
   0.81920
   2.75714
   2.38141
   0.95015
  -4.12001
  -2.92927
  -3.25633
  -3.84724
  -1.92306
  -3.15575
  -4.32869
  -3.30743
  -4.54425
  -3.56325
  -3.68237
  -3.40329
  -4.92208
  -3.65148
  -4.13415
  -3.14641
  -2.49593
  -3.22755
  -3.17170
  -2.62379
  -4.04641
  -3.62540
  -3.06095
  -3.11823
Metropolis acceptance rate for gamma = 0.27900



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.11814
   0.22424
   3.68343
  -0.52752
   2.03452
   1.93120
   0.58308
  -1.27822
   1.16368
   1.64451
  -0.23552
   2.13181
  -1.14835
  -0.44873
   0.42429
   2.13992
   0.37471
  -1.40444
  -0.04065
  -0.44352
   0.24614
   2.38753
   2.03602
   0.65198
  -3.42236
  -3.22815
  -3.53320
  -4.63861
  -2.72219
  -3.58615
  -4.04076
  -3.28073
  -5.24909
  -4.19875
  -3.52063
  -4.80379
  -5.39808
  -4.55541
  -4.53844
  -5.49182
  -2.92760
  -4.10895
  -3.45920
  -3.44100
  -4.44732
  -4.03136
  -3.38430
  -3.54805
Metropolis acceptance rate for gamma = 0.27831



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.29709
   0.36933
   3.64088
  -0.58587
   2.00645
   1.68784
   0.56659
  -1.15764
   1.15485
   1.87764
  -0.04277
   2.20768
  -0.82246
  -1.03400
   0.21036
   1.59832
   0.04866
  -1.21743
  -0.50118
  -0.30393
   0.59071
   2.35712
   2.01878
   0.61480
  -3.95944
  -3.14558
  -4.00927
  -4.66590
  -2.50320
  -3.37568
  -4.16829
  -3.31287
  -5.13445
  -4.53018
  -3.77368
  -4.37657
  -5.71107
  -4.96142
  -4.04057
  -5.00135
  -3.54770
  -4.25796
  -4.01724
  -3.20734
  -4.58319
  -4.31505
  -3.26175
  -4.15831
Metropolis acceptance rate for gamma = 0.27700



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.08358
   0.59961
   4.26226
  -0.31254
   1.87764
   2.24105
   0.87658
  -0.99721
   1.77046
   1.88827
   0.10813
   2.58895
  -1.01832
  -0.29970
   0.87841
   2.32066
   0.96286
  -1.03470
  -0.07657
  -0.34663
   0.89163
   2.68862
   2.74236
   1.22065
  -4.10261
  -3.21234
  -4.04666
  -4.17410
  -2.34452
  -3.76128
  -4.53782
  -2.60743
  -4.52646
  -4.16214
  -3.46572
  -4.36617
  -5.86805
  -4.21791
  -3.94819
  -4.00946
  -2.84945
  -3.62431
  -3.29003
  -2.92441
  -4.58897
  -3.54411
  -3.01524
  -3.13972
Metropolis acceptance rate for gamma = 0.27660



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.37837
   0.35955
   3.63324
  -0.58793
   1.63511
   1.48390
   0.27047
  -1.42523
   1.66862
   1.84391
  -0.31532
   2.29468
  -1.43520
  -0.76958
   0.61452
   2.00354
   0.17916
  -1.33126
  -0.86384
  -0.32687
   0.21926
   2.81107
   2.16908
   0.60606
  -4.16903
  -2.72436
  -3.69209
  -4.55148
  -2.20650
  -3.53729
  -4.42793
  -4.09533
  -5.05692
  -4.31062
  -4.27206
  -4.54417
  -5.54197
  -4.75090
  -4.60980
  -5.17901
  -3.36080
  -4.04349
  -4.36393
  -3.08677
  -4.71765
  -4.03749
  -3.35327
  -4.03206
Metropolis acceptance rate for gamma = 0.27746



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.48239
  -0.07921
   3.65251
  -0.79215
   1.72104
   1.10655
   0.27826
  -1.12835
   1.43525
   1.85383
  -0.32228
   1.68619
  -1.59606
  -1.09544
   0.31123
   1.68719
  -0.06100
  -1.56426
  -0.85159
  -1.07071
   0.08278
   2.06855
   2.06598
   0.14174
  -4.38887
  -3.10315
  -4.00409
  -5.00060
  -2.54021
  -4.19705
  -4.90039
  -4.12052
  -5.08231
  -4.30326
  -4.46074
  -4.86159
  -5.47099
  -4.62756
  -4.61712
  -5.46888
  -3.93371
  -4.48391
  -3.87466
  -3.50267
  -5.13803
  -4.28039
  -3.43205
  -3.66584
Metropolis acceptance rate for gamma = 0.27673



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.17839
   0.36794
   3.63239
  -0.70325
   1.84637
   1.33863
   0.32661
  -0.78800
   1.26848
   1.75656
  -0.17131
   2.27776
  -1.22104
  -1.05838
   0.33584
   2.02122
   0.32463
  -1.47463
  -0.21948
  -0.37937
   0.40781
   2.49472
   2.29778
   0.54805
  -3.87118
  -3.05007
  -3.77208
  -4.54213
  -2.34724
  -3.73162
  -4.28482
  -3.71564
  -5.31710
  -4.61861
  -3.77435
  -4.46436
  -5.42509
  -4.51353
  -4.21191
  -4.98989
  -3.35310
  -4.79133
  -3.58379
  -3.09714
  -4.30056
  -3.43019
  -2.79088
  -3.44547
Metropolis acceptance rate for gamma = 0.27719



MCMCoprobit iteration 130001 of 1050000 
beta = 
   4.15937
   0.30479
   3.60787
  -0.21976
   1.67928
   1.58463
   0.75061
  -1.14725
   1.29547
   1.54621
  -0.06157
   2.48471
  -0.74573
  -0.54447
   0.60368
   1.99591
   0.61456
  -1.12151
  -0.58657
  -0.22435
   0.66860
   2.20005
   2.05027
   1.00742
  -3.91028
  -2.95053
  -3.96341
  -4.75217
  -2.82901
  -3.64570
  -4.39101
  -3.26740
  -5.24180
  -4.17324
  -4.16291
  -4.15757
  -5.72981
  -4.50167
  -3.79908
  -5.44692
  -2.98142
  -4.00678
  -3.92831
  -2.71882
  -4.68451
  -4.15401
  -2.82877
  -3.73358
Metropolis acceptance rate for gamma = 0.27658



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.43768
   0.12983
   3.12043
  -0.75645
   1.40851
   1.08179
   0.79021
  -1.56444
   1.08556
   1.58145
  -0.34948
   2.01227
  -0.95956
  -1.20156
   0.28850
   1.75114
   0.06517
  -1.57564
  -0.55425
  -0.96316
   0.60614
   2.51240
   1.63422
   0.38504
  -4.59072
  -3.46634
  -3.58986
  -4.52901
  -2.92061
  -3.95703
  -4.91052
  -3.88145
  -5.21839
  -4.76564
  -4.28681
  -5.14568
  -5.57854
  -4.93956
  -4.12176
  -4.81491
  -3.05671
  -4.24999
  -3.73649
  -3.07241
  -4.18551
  -4.36461
  -3.16682
  -3.99629
Metropolis acceptance rate for gamma = 0.27686



MCMCoprobit iteration 150001 of 1050000 
beta = 
   3.25070
   0.93423
   4.32644
   0.30681
   2.92400
   2.33627
   1.34995
  -0.19610
   1.60684
   2.29560
   0.85742
   2.42744
  -0.33039
   0.13764
   1.53235
   2.87847
   0.94680
  -0.36908
   0.25530
   0.55730
   1.19206
   2.68420
   2.30788
   1.72977
  -3.10871
  -2.48097
  -3.38033
  -3.59150
  -1.54147
  -2.41623
  -2.94778
  -3.20108
  -3.88977
  -3.55141
  -2.62279
  -3.18901
  -4.83627
  -3.26811
  -3.53017
  -4.14987
  -1.72269
  -2.98561
  -2.66148
  -2.12524
  -3.53655
  -3.04035
  -1.63307
  -2.35250
Metropolis acceptance rate for gamma = 0.27672



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.30472
   0.36902
   3.58802
  -0.57211
   2.06711
   1.60636
   1.23284
  -1.43419
   1.56062
   1.91321
  -0.16929
   2.17812
  -0.38776
  -0.81056
   0.58589
   1.85701
   0.91047
  -1.19581
  -0.69152
   0.15022
   0.91634
   2.57111
   2.44656
   1.06204
  -4.07681
  -2.93561
  -4.05561
  -4.24525
  -2.09184
  -3.13814
  -4.04349
  -4.12155
  -4.80329
  -3.82552
  -3.87259
  -4.62522
  -6.39724
  -4.72443
  -4.42784
  -5.33176
  -3.30696
  -4.12107
  -3.88915
  -3.04399
  -5.27290
  -4.17349
  -2.97233
  -3.90389
Metropolis acceptance rate for gamma = 0.27700



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.88849
  -0.05162
   3.17779
  -1.16829
   1.58236
   1.37366
   0.18295
  -1.46336
   1.04187
   1.38482
  -0.40190
   2.06378
  -1.55860
  -1.12225
   0.11979
   1.59193
   0.12584
  -1.29523
  -0.82317
  -0.48267
   0.27812
   2.49230
   2.22529
   0.63763
  -4.45518
  -3.38758
  -4.63906
  -5.12979
  -2.64770
  -4.21489
  -4.93563
  -4.52279
  -5.43023
  -4.87784
  -4.93332
  -4.87686
  -6.03123
  -5.46677
  -4.85620
  -5.46761
  -2.97675
  -3.96855
  -3.94945
  -3.29893
  -5.04596
  -4.68995
  -3.39253
  -4.17067
Metropolis acceptance rate for gamma = 0.27672



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.51115
   0.31657
   3.61982
  -0.59175
   1.53044
   1.34259
   0.55137
  -1.69551
   1.61124
   1.68911
   0.28027
   2.06181
  -1.11041
  -0.64572
   0.34094
   1.40002
   0.15238
  -1.77316
  -0.10668
  -0.45817
   0.36147
   2.54271
   1.51815
   0.42440
  -3.96239
  -3.42032
  -4.32765
  -4.89608
  -2.10399
  -3.36974
  -4.82597
  -4.34067
  -5.20082
  -4.65930
  -3.90815
  -4.86242
  -5.55658
  -5.06215
  -4.48052
  -5.52353
  -3.27136
  -4.57718
  -4.37812
  -2.96641
  -4.75017
  -4.46128
  -3.03228
  -3.68003
Metropolis acceptance rate for gamma = 0.27671



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.61867
   0.19280
   3.68796
  -0.77600
   1.62782
   1.30347
   0.85256
  -1.49196
   1.36346
   2.00551
  -0.66783
   2.50202
  -1.37416
  -0.98785
  -0.40962
   1.78941
   0.07768
  -1.40238
  -0.50632
  -0.14696
   0.25598
   2.24600
   2.53785
   0.48448
  -4.26282
  -3.38401
  -4.13629
  -4.57558
  -3.01017
  -3.90953
  -5.10294
  -3.62774
  -5.00981
  -4.82989
  -4.15306
  -4.91871
  -6.10259
  -5.58241
  -4.29460
  -5.49858
  -3.98694
  -4.61492
  -4.17106
  -3.32990
  -4.89495
  -4.15471
  -3.57882
  -3.89557
Metropolis acceptance rate for gamma = 0.27659



MCMCoprobit iteration 200001 of 1050000 
beta = 
   3.61721
   0.85679
   3.22867
  -0.50083
   2.05690
   1.81859
   0.80309
  -0.98581
   1.50283
   1.25030
   0.41237
   2.82311
  -0.70442
  -0.63380
   1.13808
   1.90254
   0.14222
  -0.58465
   0.32446
   0.08530
   0.89798
   2.35589
   2.05022
   0.74251
  -3.74088
  -2.50315
  -3.76383
  -3.49009
  -2.16903
  -2.66871
  -3.73095
  -3.24941
  -4.67131
  -3.70908
  -3.17669
  -4.38783
  -5.05431
  -4.03096
  -3.83228
  -4.16037
  -2.91342
  -3.44201
  -3.50460
  -2.82448
  -3.83784
  -2.93194
  -2.51859
  -2.67871
Metropolis acceptance rate for gamma = 0.27629



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.31077
   0.17860
   3.65961
  -1.01687
   1.67212
   2.00782
   0.68014
  -1.34044
   0.92367
   1.90743
  -0.33565
   2.34658
  -0.91080
  -0.60551
  -0.03478
   1.87057
   0.57481
  -1.13582
  -0.79553
  -0.40853
   0.56948
   2.97581
   1.58147
   0.38199
  -4.51129
  -3.09248
  -3.35493
  -4.26812
  -3.16407
  -3.62184
  -4.45858
  -4.42264
  -5.13723
  -4.64536
  -4.24801
  -4.74374
  -5.23295
  -4.43631
  -4.35528
  -5.03966
  -2.96112
  -4.18725
  -3.99768
  -2.91646
  -4.96469
  -4.45084
  -3.19644
  -3.50909
Metropolis acceptance rate for gamma = 0.27639



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.21391
   0.59563
   3.30402
  -0.44296
   1.74862
   1.05484
   0.10214
  -1.37821
   1.06632
   2.03549
  -0.01696
   2.19128
  -1.18214
  -0.87714
   0.38059
   2.01875
   0.44100
  -2.01778
  -0.28655
  -0.30246
   0.25317
   2.13379
   2.49344
   0.30155
  -4.63895
  -3.21001
  -3.83972
  -4.42219
  -2.51470
  -3.61144
  -4.15068
  -3.59245
  -5.17632
  -4.78043
  -4.43243
  -4.15538
  -5.33206
  -4.88630
  -3.91299
  -4.98897
  -4.07560
  -4.36112
  -3.96515
  -3.27691
  -4.27654
  -3.81612
  -3.28953
  -3.90541
Metropolis acceptance rate for gamma = 0.27616



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.11428
   0.72565
   4.03304
  -0.42605
   1.74599
   2.04350
   1.42121
  -1.25074
   1.10647
   2.39788
   0.06060
   2.52882
  -0.41229
  -0.37808
   0.62501
   2.10421
   1.02269
  -0.92823
  -0.79279
   0.26216
   1.07722
   2.93608
   2.18107
   0.81883
  -4.17823
  -2.53378
  -3.62910
  -4.54601
  -2.02049
  -3.41747
  -4.16182
  -2.97680
  -5.00438
  -4.30167
  -3.91602
  -4.09304
  -4.67487
  -4.53620
  -4.25178
  -4.93674
  -3.09269
  -3.48742
  -3.62181
  -2.49612
  -4.14887
  -3.52950
  -2.78615
  -3.85614
Metropolis acceptance rate for gamma = 0.27608



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.33950
   0.59408
   3.74700
  -0.84480
   1.85069
   1.42477
   1.67653
  -1.11764
   1.56196
   2.09486
  -0.12115
   2.32558
  -0.72147
  -0.82532
   0.58876
   2.25136
   0.66456
  -1.40280
  -0.31154
  -0.32069
   0.76976
   2.53695
   2.14082
   0.95701
  -4.10404
  -3.04991
  -4.11665
  -4.36935
  -1.94297
  -3.55293
  -5.42934
  -3.46019
  -5.11579
  -4.19727
  -4.00634
  -4.56241
  -5.10273
  -4.83381
  -4.36403
  -5.92875
  -3.44134
  -4.02277
  -4.05612
  -3.65364
  -4.73815
  -4.14096
  -3.07026
  -3.68582
Metropolis acceptance rate for gamma = 0.27647



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.41980
   0.39366
   3.04325
  -0.66154
   1.66194
   1.16119
   0.59138
  -1.40323
   1.26141
   1.42058
   0.02253
   1.76577
  -0.92082
  -0.39931
   0.60947
   1.74573
   0.16836
  -1.24721
  -0.50783
  -0.38041
   0.36040
   2.56550
   2.11274
   0.64047
  -4.47667
  -3.24198
  -4.33717
  -4.45504
  -2.43515
  -4.08756
  -4.64047
  -3.74240
  -5.04244
  -4.68720
  -4.21811
  -4.53542
  -5.84875
  -4.70022
  -4.35361
  -4.85334
  -3.16282
  -4.15643
  -4.12149
  -3.58625
  -5.17522
  -4.14299
  -3.06005
  -3.90137
Metropolis acceptance rate for gamma = 0.27632



MCMCoprobit iteration 260001 of 1050000 
beta = 
   3.98028
   0.69453
   3.79234
  -0.00267
   2.03387
   1.81237
   1.10856
  -0.52408
   2.14211
   2.31476
   0.18499
   2.47405
  -0.66352
  -0.09288
   0.89186
   2.02277
   0.72078
  -0.86643
  -0.19825
  -0.25015
   0.71142
   2.96724
   2.52546
   1.37497
  -3.85118
  -2.74565
  -3.75388
  -4.24791
  -1.83622
  -3.14564
  -3.73978
  -3.43224
  -4.74787
  -3.86307
  -3.50854
  -4.27058
  -5.45729
  -4.39115
  -3.94798
  -4.41628
  -2.89841
  -3.45476
  -3.26756
  -2.95909
  -4.17154
  -4.01390
  -3.06280
  -3.36784
Metropolis acceptance rate for gamma = 0.27635



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.05945
   0.41347
   3.76022
  -0.87689
   1.92707
   1.82598
   1.07681
  -1.33698
   1.48266
   1.80498
   0.42790
   2.25264
  -0.77853
  -0.28993
   0.71787
   2.31071
   0.52904
  -1.29494
   0.04846
   0.11110
   0.75912
   2.66987
   2.50839
   0.75458
  -3.66903
  -2.61058
  -3.99230
  -4.46956
  -2.20247
  -3.31566
  -4.28494
  -3.52845
  -5.08431
  -4.49769
  -3.86912
  -4.22244
  -5.33704
  -4.86734
  -3.90148
  -4.46455
  -2.12927
  -4.02980
  -3.35599
  -2.78070
  -4.54182
  -3.72628
  -2.70165
  -3.92244
Metropolis acceptance rate for gamma = 0.27614



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.23615
   0.28988
   3.45868
  -0.90349
   1.59204
   1.54856
   0.28446
  -1.51030
   1.31644
   1.61487
   0.09877
   1.61890
  -0.92998
  -0.60409
   0.55273
   1.35509
   0.59326
  -1.58905
  -0.31740
  -0.34087
   0.50099
   2.11067
   2.42400
   0.71097
  -4.43253
  -3.06541
  -4.11046
  -4.83638
  -2.36678
  -3.13119
  -4.27800
  -4.08752
  -5.02109
  -4.15815
  -3.90625
  -4.49426
  -5.40682
  -4.58606
  -3.92420
  -4.94592
  -2.43219
  -4.32319
  -3.91918
  -3.18859
  -4.56124
  -3.47538
  -3.01992
  -3.48508
Metropolis acceptance rate for gamma = 0.27610



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.02948
   0.42020
   3.60396
  -0.65456
   1.55062
   1.73504
   0.58597
  -1.21252
   1.02010
   1.65127
  -0.42575
   1.89808
  -1.16915
  -0.65405
   0.46555
   1.64252
   0.63784
  -1.42275
  -0.23626
  -0.50407
   0.55382
   2.17733
   1.80615
   0.55325
  -4.27615
  -3.13981
  -4.32592
  -4.02200
  -1.95756
  -3.34170
  -4.37124
  -3.92947
  -4.83386
  -4.16663
  -3.67521
  -4.41786
  -6.29019
  -4.19890
  -3.54327
  -5.15746
  -3.11392
  -3.90092
  -3.24732
  -2.46917
  -4.35770
  -3.80448
  -2.62687
  -3.41506
Metropolis acceptance rate for gamma = 0.27603



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.44023
   0.27709
   3.93330
  -0.58391
   1.46750
   1.33889
   0.48156
  -1.66291
   1.43322
   1.77202
  -0.10196
   1.68723
  -1.13575
  -0.65878
   0.36073
   1.70666
   0.46217
  -1.67519
   0.13322
  -0.83310
   0.47774
   2.40925
   1.81517
   0.28969
  -4.26704
  -3.09929
  -3.85042
  -4.65702
  -2.28686
  -3.57790
  -4.24239
  -4.37623
  -5.19580
  -4.23839
  -3.78242
  -4.44714
  -5.83257
  -4.45107
  -4.30362
  -5.18809
  -3.24722
  -4.30013
  -3.93926
  -2.83175
  -4.44465
  -4.23470
  -2.75005
  -3.82450
Metropolis acceptance rate for gamma = 0.27573



MCMCoprobit iteration 310001 of 1050000 
beta = 
   3.76547
   0.30234
   3.99231
  -0.05052
   1.87631
   1.70579
   0.43572
  -0.88279
   1.26835
   1.93644
   0.26986
   2.55691
  -0.05660
  -0.27845
   0.63616
   2.32638
   0.48113
  -0.56240
  -0.00877
  -0.01543
   0.56405
   2.79389
   2.38985
   0.67477
  -4.01890
  -2.99379
  -3.47240
  -3.67527
  -2.05890
  -2.86831
  -3.84689
  -3.46243
  -4.39052
  -3.83506
  -3.13471
  -3.83383
  -5.13277
  -4.52535
  -3.72669
  -4.56050
  -2.29840
  -3.91465
  -3.15550
  -2.51128
  -4.05393
  -3.71308
  -2.65037
  -3.04099
Metropolis acceptance rate for gamma = 0.27573



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.26109
  -0.07589
   3.26482
  -1.07153
   1.45739
   0.98486
   0.09865
  -1.30151
   0.85414
   1.33876
  -0.47918
   1.58883
  -0.88393
  -0.55465
   0.57556
   1.27646
   0.04227
  -1.51820
  -0.57987
  -0.31366
   0.01489
   1.80626
   1.75913
   0.71940
  -4.19971
  -3.14700
  -4.37466
  -4.46792
  -2.46280
  -3.53281
  -4.36465
  -4.06467
  -4.92223
  -3.85538
  -3.88800
  -4.75441
  -5.62303
  -5.05605
  -4.26982
  -4.63273
  -3.20067
  -4.49677
  -4.12646
  -3.67936
  -4.54539
  -3.64244
  -2.77693
  -3.69688
Metropolis acceptance rate for gamma = 0.27577



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.27676
   0.40458
   3.89498
  -0.48002
   1.59218
   1.63656
   0.39793
  -1.35532
   1.30327
   2.27407
  -0.04295
   2.00766
  -0.95254
  -0.23857
   0.31152
   2.19457
   0.78759
  -1.10489
  -0.08080
  -0.20365
   0.57514
   2.61200
   2.46003
   0.93410
  -4.57232
  -2.69609
  -4.20706
  -4.43525
  -3.02904
  -3.84581
  -4.47514
  -4.07883
  -5.26176
  -4.59648
  -4.40189
  -4.34292
  -5.12329
  -4.16100
  -4.21181
  -4.84165
  -3.55607
  -4.72407
  -3.99562
  -3.27512
  -5.12119
  -4.57545
  -3.05496
  -3.10883
Metropolis acceptance rate for gamma = 0.27587



MCMCoprobit iteration 340001 of 1050000 
beta = 
   3.90306
   0.43484
   3.69718
  -0.16754
   1.94313
   1.58139
   0.87505
  -1.35454
   1.56966
   2.49463
   0.37649
   2.25306
  -0.54403
  -0.27533
   0.37463
   1.97282
   0.44720
  -0.74067
  -0.40510
   0.18987
   0.62908
   2.51811
   2.67758
   0.87245
  -3.46761
  -2.81891
  -3.42153
  -4.30191
  -2.19339
  -3.09655
  -4.27295
  -3.57139
  -4.74285
  -4.09604
  -3.49027
  -3.91572
  -4.71122
  -4.26213
  -3.84624
  -4.70135
  -2.80925
  -4.16684
  -3.28890
  -2.91595
  -4.41020
  -3.72394
  -2.46820
  -3.17302
Metropolis acceptance rate for gamma = 0.27560



MCMCoprobit iteration 350001 of 1050000 
beta = 
   3.90802
   0.80258
   3.91456
  -0.15622
   2.13162
   1.41752
   0.79585
  -1.48350
   1.65394
   2.02377
  -0.06277
   2.56920
  -0.36772
  -0.70211
   0.42148
   1.71325
   0.84569
  -1.34462
  -0.49926
  -0.08192
   0.59193
   2.45997
   2.36183
   0.93678
  -3.51714
  -2.69444
  -3.64526
  -4.51543
  -2.58477
  -2.98764
  -4.35619
  -3.82032
  -4.80159
  -4.37131
  -4.03824
  -3.73931
  -5.14062
  -4.37083
  -4.06181
  -4.46428
  -3.07717
  -4.03453
  -3.57927
  -2.99999
  -3.95310
  -4.18327
  -2.95040
  -3.15869
Metropolis acceptance rate for gamma = 0.27581



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.12024
   0.28780
   3.50255
  -0.51061
   1.37683
   1.13455
   0.57122
  -1.13720
   1.36725
   1.62962
  -0.30670
   2.47684
  -0.81995
  -0.56106
   0.27280
   1.86212
   0.26941
  -1.22668
  -0.37411
   0.06127
   0.46306
   2.47879
   1.86558
   0.63486
  -4.19177
  -2.79501
  -3.26732
  -4.31359
  -2.10831
  -3.16744
  -4.07701
  -2.94225
  -4.90141
  -4.38672
  -3.49388
  -4.66806
  -5.08245
  -4.35488
  -4.12711
  -4.44933
  -2.60284
  -3.70293
  -4.15804
  -2.98940
  -4.41230
  -3.82360
  -2.77240
  -3.52307
Metropolis acceptance rate for gamma = 0.27603



MCMCoprobit iteration 370001 of 1050000 
beta = 
   3.65369
   0.82811
   3.80885
  -0.21062
   1.83185
   2.18493
   0.92477
  -0.77799
   1.39809
   1.78359
   0.60648
   2.49452
  -0.62419
  -0.53127
   0.50846
   1.93821
   0.60075
  -0.94176
   0.04681
   0.10605
   0.99539
   2.95401
   2.24905
   1.30520
  -3.69324
  -2.62063
  -3.05851
  -3.92307
  -2.10343
  -3.16724
  -3.81672
  -3.09551
  -4.34499
  -4.13719
  -3.13346
  -4.02594
  -4.87891
  -3.65318
  -4.17522
  -4.17462
  -2.64430
  -3.27720
  -2.75975
  -2.45604
  -3.86376
  -3.34694
  -2.42650
  -3.08619
Metropolis acceptance rate for gamma = 0.27603



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.79089
   0.19151
   3.27735
  -1.12450
   1.63283
   1.28430
  -0.06370
  -2.06849
   1.06943
   1.16543
  -0.75343
   1.52149
  -1.82252
  -0.99799
  -0.31896
   1.14824
   0.42699
  -1.85826
  -0.89385
  -0.31212
   0.09810
   2.16888
   1.73829
   0.17546
  -4.69810
  -3.99734
  -4.27967
  -4.75189
  -3.27218
  -3.93236
  -4.93818
  -4.45361
  -5.88466
  -5.16902
  -4.42137
  -5.05387
  -6.40108
  -4.93973
  -4.67645
  -6.32885
  -4.00331
  -4.20855
  -4.57129
  -3.64649
  -5.08804
  -4.38686
  -3.38062
  -4.70629
Metropolis acceptance rate for gamma = 0.27632



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.70853
  -0.01334
   3.34194
  -1.01913
   1.60953
   1.30400
   0.41819
  -1.73122
   0.87446
   1.96414
  -0.61642
   1.88724
  -1.59048
  -0.92500
  -0.08514
   1.55640
   0.36687
  -1.85923
  -0.52141
  -0.48751
   0.24709
   2.90335
   1.79515
   0.63041
  -4.77108
  -3.86834
  -4.62445
  -5.06653
  -3.45099
  -4.31476
  -4.73373
  -4.07039
  -5.97864
  -4.49882
  -4.34263
  -5.19190
  -6.36878
  -5.03158
  -4.79672
  -5.14628
  -3.10206
  -4.80340
  -4.59008
  -3.35139
  -5.40488
  -4.27284
  -3.91651
  -3.81559
Metropolis acceptance rate for gamma = 0.27644



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.59784
  -0.26340
   3.09424
  -1.47575
   1.52477
   0.72700
  -0.27081
  -1.32409
   0.82353
   1.62057
  -1.08193
   1.80705
  -1.59180
  -1.19897
   0.17524
   0.82688
  -0.31346
  -1.47223
  -1.06128
  -0.51734
  -0.36002
   2.01556
   1.42747
  -0.01528
  -4.54194
  -4.00774
  -4.32208
  -4.91021
  -2.71458
  -4.09374
  -4.98055
  -4.09085
  -5.69309
  -4.85620
  -4.48020
  -4.85100
  -5.64330
  -4.89330
  -4.72331
  -4.90794
  -3.47181
  -4.63752
  -4.42006
  -3.89614
  -4.75848
  -4.29381
  -3.45544
  -3.99195
Metropolis acceptance rate for gamma = 0.27670



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.45482
   0.16480
   3.94542
  -0.82615
   1.57690
   1.50553
   0.57719
  -1.77618
   1.08258
   1.47112
  -0.32417
   1.28737
  -1.10115
  -0.96251
   0.15461
   1.22111
   0.52888
  -2.21311
  -0.52921
  -0.83739
   0.22367
   2.00336
   1.62107
   0.29187
  -4.21733
  -3.29816
  -3.56530
  -4.59202
  -2.97263
  -3.77471
  -4.88733
  -4.08259
  -5.54595
  -4.65761
  -4.49858
  -4.47540
  -5.70176
  -5.05076
  -4.39985
  -5.10286
  -3.85503
  -5.02903
  -3.69020
  -3.40980
  -4.58211
  -4.33937
  -3.16214
  -4.00900
Metropolis acceptance rate for gamma = 0.27659



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.33270
  -0.16322
   3.48999
  -0.94298
   1.77302
   2.02837
   0.78684
  -1.62217
   1.25749
   1.78497
  -0.25160
   2.42038
  -0.32081
  -1.00539
   0.24772
   2.31761
   0.73401
  -0.86706
  -0.21312
  -0.82123
   0.65873
   2.25187
   2.26109
   0.60605
  -4.51853
  -3.20309
  -4.01863
  -4.46366
  -2.14513
  -3.31122
  -4.55960
  -3.84319
  -5.21446
  -4.81688
  -4.14492
  -4.62452
  -5.46938
  -4.17936
  -4.41898
  -4.67457
  -2.91385
  -4.61345
  -4.37557
  -2.75319
  -4.77398
  -4.24935
  -2.97196
  -4.00575
Metropolis acceptance rate for gamma = 0.27664



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.66588
   0.30364
   3.91138
  -1.02276
   1.64991
   1.51459
   0.73286
  -1.66746
   1.41933
   1.90806
  -0.24789
   2.71228
  -1.41622
  -0.77278
   0.51813
   2.03631
   0.38283
  -1.51199
  -0.52860
  -0.62472
   0.38018
   2.59249
   2.42622
   0.85704
  -4.46095
  -3.82630
  -3.59967
  -4.83001
  -3.29779
  -4.00550
  -5.14857
  -4.30779
  -5.29384
  -5.07984
  -4.46105
  -4.52695
  -5.56136
  -5.28703
  -4.34606
  -5.33232
  -3.53060
  -4.61999
  -4.32097
  -3.64043
  -4.89089
  -4.42991
  -3.64823
  -3.88189
Metropolis acceptance rate for gamma = 0.27661



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.46545
  -0.26606
   3.67801
  -0.71763
   1.94167
   1.67431
   0.20516
  -1.96726
   1.21788
   1.65331
  -0.74191
   2.32555
  -1.53616
  -0.62877
   0.49543
   1.70796
   0.17407
  -1.34669
  -0.67837
  -0.12616
   0.67175
   2.58329
   2.17352
   0.40844
  -4.27292
  -3.37470
  -4.15542
  -4.54464
  -2.69653
  -3.84615
  -4.49625
  -4.13489
  -5.00012
  -4.61563
  -4.60709
  -4.70567
  -5.89341
  -4.95671
  -4.72015
  -4.95654
  -4.18353
  -4.55705
  -3.91009
  -3.35213
  -4.62572
  -4.56165
  -3.50628
  -4.01574
Metropolis acceptance rate for gamma = 0.27672



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.90132
   0.22429
   3.03568
  -1.20005
   0.91056
   1.04230
   0.08242
  -1.47316
   1.05646
   2.12866
  -0.67342
   1.97124
  -1.58193
  -0.78660
   0.21207
   0.87038
   0.61927
  -1.73662
  -0.86909
  -0.69584
   0.25393
   2.46915
   1.87168
   0.85798
  -5.00246
  -3.82520
  -4.27313
  -5.15233
  -2.61106
  -4.01201
  -5.29826
  -4.64071
  -5.29817
  -4.90049
  -5.21484
  -5.39461
  -6.23742
  -5.32047
  -4.57946
  -5.84381
  -3.49259
  -5.18805
  -4.66874
  -3.66744
  -4.89631
  -4.43693
  -3.55162
  -4.28496
Metropolis acceptance rate for gamma = 0.27649



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.24102
   0.41763
   3.54162
  -0.96581
   1.63729
   1.75232
   0.27186
  -0.99425
   1.87869
   1.56899
  -0.05027
   2.24615
  -1.14448
  -0.92199
   0.52522
   1.89724
   0.49042
  -1.18080
  -0.30228
  -0.36761
   0.52319
   2.73045
   1.98236
   0.37966
  -3.95230
  -3.05072
  -3.39251
  -4.47941
  -2.35199
  -3.69856
  -3.89857
  -4.13351
  -4.97882
  -4.15885
  -3.87913
  -4.59912
  -5.38827
  -4.09434
  -4.33180
  -5.06082
  -3.78946
  -3.81349
  -4.11441
  -3.15793
  -4.42679
  -3.91906
  -3.32314
  -3.49066
Metropolis acceptance rate for gamma = 0.27639



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.39538
   0.36658
   3.48941
  -0.43297
   1.86037
   2.09984
   1.10682
  -1.53767
   1.60571
   1.96064
   0.21269
   2.33453
  -0.60711
  -0.41849
   0.25716
   2.16473
   0.58670
  -0.99498
  -0.16530
  -0.11950
   0.43721
   2.60686
   2.17119
   0.73759
  -4.26781
  -3.08762
  -3.72761
  -4.63925
  -3.56012
  -4.03131
  -4.66058
  -3.92239
  -4.83199
  -4.43183
  -4.15016
  -4.96025
  -5.69083
  -4.67274
  -4.77354
  -5.05585
  -3.18579
  -4.63946
  -3.87557
  -3.15024
  -4.87727
  -4.27487
  -2.98577
  -3.55676
Metropolis acceptance rate for gamma = 0.27622



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.86461
  -0.17425
   2.91578
  -0.81318
   1.24339
   1.29992
   0.33470
  -1.87575
   1.27079
   1.88301
  -0.72808
   1.48569
  -1.36057
  -1.15343
   0.17483
   1.45212
   0.13868
  -1.68218
  -0.74525
  -0.74009
   0.09889
   2.17055
   1.80643
   0.36966
  -4.95793
  -3.73838
  -4.92153
  -5.13625
  -3.06526
  -3.99988
  -5.68147
  -4.40397
  -5.57528
  -4.82020
  -4.46387
  -4.81129
  -7.06160
  -4.98747
  -4.85306
  -5.83014
  -3.81074
  -4.52160
  -4.49565
  -4.21083
  -4.87883
  -4.75332
  -3.57609
  -3.68011
Metropolis acceptance rate for gamma = 0.27639



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.35707
   0.19224
   3.72483
  -0.74438
   1.89634
   1.07708
   0.55970
  -1.22464
   0.98481
   2.10184
  -0.22950
   2.23541
  -1.04708
  -0.75346
   0.38139
   1.56334
   0.68616
  -1.28354
  -0.77832
  -0.24754
   0.11412
   1.83706
   2.04253
   0.49220
  -4.18439
  -3.49180
  -3.56803
  -4.61791
  -2.58308
  -3.62401
  -4.42342
  -4.16839
  -5.32313
  -4.73261
  -3.92314
  -4.97452
  -4.81432
  -4.81653
  -4.00318
  -5.32477
  -3.59335
  -4.58839
  -4.08948
  -3.13858
  -4.76738
  -3.94172
  -3.04093
  -3.55426
Metropolis acceptance rate for gamma = 0.27636



MCMCoprobit iteration 500001 of 1050000 
beta = 
   3.99693
   0.59046
   3.53034
  -0.01269
   2.01574
   1.72452
   0.49697
  -1.41475
   1.58755
   2.39289
  -0.28357
   2.46570
  -0.77835
  -0.21746
   0.35943
   1.83362
   0.95859
  -1.08031
   0.21197
  -0.27097
   0.74820
   2.81359
   2.45065
   0.90702
  -3.83760
  -3.04744
  -3.33116
  -4.36744
  -2.49313
  -3.21428
  -4.71764
  -3.17474
  -5.10978
  -4.15992
  -3.73326
  -3.96837
  -5.09072
  -4.32577
  -4.27307
  -4.06107
  -2.87061
  -3.86270
  -3.66807
  -3.04109
  -4.26937
  -3.76541
  -2.89720
  -3.38214
Metropolis acceptance rate for gamma = 0.27641



MCMCoprobit iteration 510001 of 1050000 
beta = 
   3.78339
   0.22429
   4.19166
  -0.46312
   1.77844
   1.49381
   0.86182
  -1.03367
   1.45528
   2.04726
  -0.05378
   2.26762
  -0.88187
  -0.82239
   0.40785
   1.96644
   0.62709
  -0.89252
  -0.03388
   0.56968
   0.75964
   2.69636
   2.38779
   1.14544
  -3.33831
  -3.21826
  -3.54738
  -3.97638
  -2.14802
  -3.68950
  -4.49996
  -3.92841
  -4.49197
  -3.83321
  -3.40871
  -4.07631
  -4.92383
  -4.38512
  -3.66222
  -4.05495
  -2.13300
  -3.56353
  -3.44333
  -2.55043
  -4.04594
  -3.62699
  -2.37444
  -3.27526
Metropolis acceptance rate for gamma = 0.27651



MCMCoprobit iteration 520001 of 1050000 
beta = 
   3.81518
   0.57933
   3.79908
  -0.25159
   1.70518
   1.87343
   0.72312
  -1.35643
   1.45250
   1.60314
  -0.45542
   2.27559
  -0.58776
  -0.58289
   0.61829
   1.84781
   0.91054
  -0.80310
  -0.09938
  -0.14043
   0.45240
   2.34180
   2.25128
   0.42069
  -3.33682
  -2.47640
  -3.23502
  -4.06164
  -1.86326
  -3.25016
  -3.86146
  -3.30357
  -4.44629
  -3.50017
  -3.21403
  -4.32047
  -6.00699
  -4.13004
  -3.80502
  -4.72384
  -2.38267
  -3.67948
  -3.26828
  -2.45760
  -3.90164
  -3.52280
  -2.68001
  -3.30761
Metropolis acceptance rate for gamma = 0.27641



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.50854
  -0.08870
   3.38055
  -1.42913
   1.43938
   1.39067
  -0.08225
  -2.30639
   1.28240
   1.45042
  -0.89612
   1.94512
  -1.16533
  -1.28273
  -0.12355
   1.82901
   0.10042
  -2.04852
  -0.65956
  -0.93868
   0.18328
   2.14729
   1.89106
   0.14625
  -4.66243
  -3.15888
  -3.90552
  -4.88455
  -2.34741
  -3.84430
  -4.58988
  -4.31912
  -5.42915
  -4.82281
  -4.48418
  -4.37219
  -6.17699
  -4.47645
  -4.07006
  -5.67238
  -3.63100
  -4.90459
  -4.02460
  -3.15499
  -4.91942
  -4.21088
  -3.41271
  -4.03192
Metropolis acceptance rate for gamma = 0.27651



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.41079
   0.44248
   3.55242
  -0.63812
   1.69302
   1.53758
   1.00686
  -1.26445
   1.37361
   1.63050
  -0.50430
   2.36025
  -0.48034
  -0.61139
   0.70332
   1.46203
   0.47310
  -1.18653
  -0.36356
  -0.61398
   0.65350
   2.51311
   2.09798
   0.57878
  -4.43507
  -3.21042
  -4.01501
  -4.90815
  -2.65082
  -3.59610
  -4.89583
  -4.26868
  -5.61665
  -4.78446
  -4.08039
  -4.66970
  -5.45009
  -4.46941
  -4.50002
  -4.97251
  -3.81780
  -4.30297
  -4.36311
  -3.23072
  -4.40756
  -4.08255
  -3.42724
  -3.57104
Metropolis acceptance rate for gamma = 0.27649



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.54833
   0.12270
   3.31077
  -0.63613
   1.17967
   1.28875
   0.43943
  -1.93307
   1.14172
   1.69472
  -0.00775
   2.43682
  -1.40743
  -0.81141
   0.04764
   1.27029
   0.03602
  -1.32675
  -0.68110
  -0.50709
   0.23318
   1.91648
   1.92502
   0.69567
  -4.21350
  -3.06395
  -3.59170
  -4.97449
  -2.79092
  -3.55366
  -4.33083
  -4.19816
  -5.01106
  -4.54273
  -4.40708
  -5.00875
  -5.50246
  -4.98774
  -4.64826
  -5.49337
  -3.56293
  -4.15361
  -4.23115
  -3.39920
  -4.57843
  -3.93269
  -3.51944
  -4.66738
Metropolis acceptance rate for gamma = 0.27654



MCMCoprobit iteration 560001 of 1050000 
beta = 
   3.54148
   0.84772
   4.84331
  -0.55771
   1.58171
   1.68269
   1.17778
  -0.95409
   1.21161
   2.25970
   0.07210
   2.38016
  -0.57216
  -0.18792
   1.06546
   2.38398
   0.69894
  -0.73493
  -0.24583
   0.17224
   0.85714
   2.90905
   2.36239
   0.83554
  -3.57243
  -2.52985
  -3.63829
  -3.88396
  -1.81624
  -2.83760
  -3.91489
  -3.14257
  -4.71966
  -3.83539
  -3.28529
  -4.17592
  -4.99944
  -3.95666
  -3.33764
  -3.83537
  -2.61693
  -3.61953
  -3.26199
  -2.85594
  -3.99172
  -3.21610
  -2.57877
  -3.46262
Metropolis acceptance rate for gamma = 0.27663



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.17228
   0.19701
   3.74374
  -0.18527
   1.79954
   1.35158
   0.49293
  -1.56233
   1.83363
   2.03616
  -0.15403
   2.23887
  -0.27293
  -0.56537
   0.86338
   1.69924
   0.38341
  -1.21453
  -0.64543
  -0.18706
   0.50437
   2.38615
   2.44062
   0.77226
  -4.18324
  -2.79361
  -3.81201
  -4.34646
  -2.60680
  -3.01736
  -4.44832
  -3.82883
  -5.09275
  -4.41160
  -4.03739
  -4.44438
  -4.76724
  -4.91195
  -4.03338
  -5.07784
  -3.27238
  -4.06362
  -3.36917
  -3.16479
  -4.44736
  -3.84211
  -2.79446
  -3.94575
Metropolis acceptance rate for gamma = 0.27675



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.66738
  -0.14376
   3.43408
  -0.95070
   1.79711
   1.44481
   0.39176
  -1.73373
   1.09107
   1.46873
  -0.25760
   1.26348
  -1.43422
  -1.08720
   0.13993
   1.26981
   0.28563
  -1.58287
  -1.13828
  -0.74324
   0.20049
   1.85839
   1.93132
   0.56513
  -4.24440
  -3.28462
  -4.35384
  -4.64277
  -2.78553
  -4.07722
  -4.71232
  -4.10208
  -5.53222
  -5.07861
  -3.89348
  -4.78246
  -5.68268
  -5.33689
  -4.65624
  -5.99565
  -3.62242
  -4.39734
  -4.16979
  -3.75477
  -4.88048
  -4.38329
  -3.29152
  -3.68832
Metropolis acceptance rate for gamma = 0.27665



MCMCoprobit iteration 590001 of 1050000 
beta = 
   3.75536
   0.72215
   4.18768
  -0.00763
   2.15195
   1.87918
   1.18344
  -0.98380
   1.71038
   2.67234
   0.42390
   2.58350
  -0.25728
  -0.42214
   1.01835
   1.57724
   0.95628
  -1.09474
  -0.01312
   0.05194
   1.09689
   3.16350
   2.30989
   1.34458
  -4.09765
  -2.25883
  -3.28177
  -3.48094
  -1.88675
  -3.04314
  -3.82201
  -3.52414
  -4.61969
  -3.79235
  -3.22191
  -4.20374
  -5.56458
  -4.22006
  -3.58659
  -4.66099
  -2.60441
  -3.83417
  -3.87929
  -2.55727
  -4.06459
  -3.29312
  -2.86233
  -3.23095
Metropolis acceptance rate for gamma = 0.27672



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.00913
   0.57081
   3.81751
  -0.30789
   1.68553
   2.00920
   1.17592
  -1.12109
   1.63381
   1.71610
   0.06588
   2.58999
  -0.22914
  -0.29403
   1.02253
   1.70037
   0.91134
  -0.82428
   0.12671
   0.09087
   0.65515
   2.97753
   2.44270
   1.33056
  -3.76080
  -2.86361
  -3.79537
  -3.99904
  -1.98371
  -3.55486
  -4.26563
  -3.83301
  -4.78525
  -4.02324
  -3.33373
  -4.52888
  -5.35672
  -4.39936
  -4.12788
  -4.86902
  -2.53689
  -4.14775
  -3.52297
  -2.48354
  -3.88435
  -3.69250
  -3.05293
  -3.50401
Metropolis acceptance rate for gamma = 0.27682



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.58257
   0.13826
   3.48534
  -0.87605
   1.37351
   1.25631
   0.07241
  -1.36653
   0.82782
   1.67072
  -0.61494
   1.69034
  -0.93333
  -0.96265
   0.10683
   1.38600
   0.45238
  -1.27632
  -0.33292
  -0.79793
  -0.02549
   1.93839
   1.60684
   0.50825
  -4.02838
  -3.16144
  -3.86442
  -5.19093
  -2.85288
  -3.58926
  -4.88010
  -3.90024
  -5.54575
  -4.85989
  -4.51010
  -5.26308
  -6.14066
  -4.91157
  -4.13957
  -5.40694
  -3.45692
  -4.31871
  -4.00360
  -3.39828
  -4.97858
  -4.31686
  -3.48257
  -4.14839
Metropolis acceptance rate for gamma = 0.27668



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.41707
   0.20009
   3.43638
  -0.63238
   1.23516
   1.71210
   0.52080
  -1.29980
   1.12683
   1.76988
  -0.37302
   2.56976
  -1.08153
  -0.83405
   0.04008
   1.50534
  -0.07130
  -1.12649
  -0.70624
  -0.37579
   0.36828
   2.85458
   1.88957
   0.75964
  -4.49014
  -3.26696
  -3.57574
  -4.51597
  -2.59188
  -3.72477
  -4.81968
  -3.69410
  -5.35354
  -4.65028
  -4.27369
  -4.85232
  -5.86374
  -5.02428
  -4.16166
  -4.92052
  -3.54987
  -4.45161
  -3.74899
  -3.14844
  -4.59902
  -3.93851
  -3.25681
  -3.97306
Metropolis acceptance rate for gamma = 0.27653



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.26662
   0.57990
   3.85645
  -1.02226
   1.68758
   1.58848
   1.07443
  -1.35849
   1.13488
   2.12485
  -0.48139
   2.02877
  -0.90367
  -0.41294
   0.85955
   2.27757
   0.46569
  -1.12042
  -0.29983
  -0.35551
   0.42521
   2.50276
   1.97220
   1.11076
  -4.30419
  -3.36441
  -4.27282
  -4.42716
  -2.52597
  -3.59097
  -4.15367
  -3.60110
  -5.09846
  -4.46972
  -3.64495
  -4.42473
  -5.56673
  -4.47159
  -4.26493
  -4.32863
  -3.69493
  -4.66607
  -3.97562
  -2.76353
  -5.10579
  -3.81303
  -3.07016
  -3.88269
Metropolis acceptance rate for gamma = 0.27655



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.31133
   0.24500
   3.63652
  -0.60128
   2.03321
   1.79787
   0.40962
  -1.82749
   1.42726
   2.19000
  -0.19829
   2.64845
  -1.27237
  -1.00244
   0.40381
   1.92729
   0.56755
  -1.51560
  -0.40828
  -0.25892
   0.36183
   2.65891
   2.20985
   0.75494
  -4.50899
  -3.67409
  -3.57033
  -4.71159
  -2.31943
  -3.63865
  -4.81395
  -4.11825
  -4.94449
  -4.67869
  -4.28527
  -4.30066
  -4.96890
  -4.70026
  -4.60958
  -5.24347
  -3.01279
  -4.27787
  -3.90992
  -3.27028
  -4.50692
  -3.95039
  -3.15571
  -3.31500
Metropolis acceptance rate for gamma = 0.27652



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.14898
   0.99619
   4.09657
  -0.55417
   1.64782
   1.30033
   0.89314
  -1.10939
   1.77464
   2.01503
  -0.17408
   2.14099
  -0.65566
  -0.36812
   0.70350
   2.18507
   0.60268
  -1.07613
  -0.81196
  -0.07607
   0.81591
   2.71529
   2.15134
   0.84160
  -4.16009
  -2.89428
  -3.60349
  -4.67626
  -2.11548
  -3.59367
  -3.89186
  -4.06706
  -4.89457
  -4.27761
  -3.47723
  -4.52052
  -6.75846
  -4.27978
  -4.25426
  -4.92267
  -3.36070
  -4.01303
  -4.02133
  -3.14536
  -4.00642
  -3.72151
  -3.10403
  -3.39905
Metropolis acceptance rate for gamma = 0.27642



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.00897
   0.32539
   4.18655
  -0.33170
   2.15286
   1.75039
   0.85950
  -0.95164
   1.97648
   1.91262
   0.09472
   1.81851
  -1.35639
  -0.50683
   0.50020
   1.58792
   0.26900
  -0.91819
   0.06102
  -0.04220
   0.70029
   2.26672
   2.19368
   1.39284
  -4.24278
  -2.86482
  -3.58224
  -3.90334
  -2.68343
  -2.63561
  -4.26122
  -3.41086
  -5.24399
  -4.28580
  -3.52615
  -4.04720
  -4.79825
  -4.65468
  -3.98743
  -5.08800
  -2.83285
  -3.85637
  -3.75478
  -2.83117
  -4.33718
  -3.93249
  -3.44522
  -3.30008
Metropolis acceptance rate for gamma = 0.27635



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.86146
  -0.05884
   3.01251
  -1.32690
   1.21235
   0.93527
   0.11485
  -1.83868
   1.27409
   1.50781
  -0.82644
   1.63489
  -1.32865
  -1.16546
  -0.08814
   0.91847
  -0.01923
  -1.79584
  -0.87331
  -0.79786
  -0.15044
   2.11713
   1.92044
   0.49933
  -4.77064
  -3.55342
  -4.27807
  -5.20932
  -2.52666
  -4.12064
  -5.17894
  -4.74712
  -5.73437
  -5.05261
  -4.41999
  -5.13721
  -6.31025
  -5.19841
  -4.59017
  -5.73248
  -3.28413
  -4.34859
  -4.58399
  -4.20175
  -5.05480
  -4.85264
  -3.76628
  -4.27449
Metropolis acceptance rate for gamma = 0.27633



MCMCoprobit iteration 680001 of 1050000 
beta = 
   3.95798
   0.47866
   4.42273
  -0.11984
   1.71490
   2.07778
   0.68768
  -1.33382
   1.78003
   2.22661
   0.35122
   2.41367
  -0.83938
  -0.26271
   0.94504
   1.72764
   0.26970
  -0.74025
  -0.00982
  -0.44799
   0.53104
   2.89280
   2.57938
   0.84332
  -3.96277
  -2.93392
  -3.56826
  -4.09279
  -2.24414
  -3.39605
  -4.40085
  -3.51279
  -4.45519
  -4.50077
  -3.84108
  -4.44697
  -5.59306
  -3.97913
  -3.98589
  -5.17350
  -2.71475
  -3.65792
  -3.35133
  -2.58935
  -4.07412
  -3.42399
  -2.97521
  -3.50483
Metropolis acceptance rate for gamma = 0.27642



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.71440
   0.10445
   3.51841
  -0.90512
   1.38669
   1.35368
   0.24418
  -2.07934
   1.03053
   0.98999
  -0.70377
   2.03437
  -1.38106
  -1.15915
  -0.14511
   1.27337
  -0.17843
  -1.50179
  -0.62598
  -0.78621
   0.26976
   2.36533
   1.57246
   0.68327
  -4.44507
  -3.59622
  -4.24310
  -4.29596
  -2.37734
  -3.87528
  -5.09861
  -4.43177
  -5.63154
  -4.83946
  -4.57820
  -4.98869
  -6.56432
  -4.93494
  -4.67802
  -4.57969
  -3.41087
  -4.71579
  -4.99433
  -2.80943
  -4.95121
  -4.39983
  -3.28913
  -3.87603
Metropolis acceptance rate for gamma = 0.27652



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.54312
   0.32208
   2.99975
  -0.84320
   1.06411
   1.02053
   0.23935
  -1.95120
   1.04960
   2.10337
  -0.26321
   1.86073
  -1.19950
  -0.85670
   0.41402
   1.32840
   0.42031
  -1.68790
  -0.38547
  -0.85348
   0.00875
   1.79616
   1.69537
   0.29964
  -4.14910
  -2.94256
  -4.17578
  -4.73657
  -2.75455
  -3.26050
  -4.24717
  -3.97939
  -5.81966
  -5.14496
  -4.35670
  -4.61291
  -5.71175
  -4.86695
  -4.46944
  -5.14408
  -3.36077
  -4.41608
  -4.08263
  -3.32480
  -4.38371
  -4.52611
  -3.57558
  -4.56875
Metropolis acceptance rate for gamma = 0.27643



MCMCoprobit iteration 710001 of 1050000 
beta = 
   3.84936
   1.17258
   3.79697
  -0.37633
   2.16680
   2.08899
   0.47845
  -1.24800
   1.95915
   2.28339
   0.10804
   2.78122
  -1.06894
   0.02572
   1.09112
   2.21454
   0.93671
  -1.18572
   0.59579
   0.14841
   1.00562
   2.78306
   3.09167
   0.97442
  -3.55961
  -2.73620
  -3.38065
  -4.08352
  -2.61569
  -3.00361
  -4.23227
  -3.96176
  -4.60596
  -4.12387
  -3.28192
  -4.51751
  -5.47250
  -4.15392
  -4.14073
  -4.62899
  -2.66931
  -4.28141
  -3.35243
  -2.67797
  -4.49656
  -3.50514
  -2.98610
  -3.22372
Metropolis acceptance rate for gamma = 0.27649



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.62833
   0.26972
   3.14963
  -0.93796
   1.61669
   1.01041
   0.80124
  -1.38226
   1.04097
   1.58253
  -0.81381
   1.41591
  -1.04443
  -0.99210
   0.03520
   1.18487
   0.31738
  -1.15389
  -0.85703
  -0.67757
   0.47306
   2.00491
   1.61730
   0.35439
  -4.11761
  -3.24613
  -4.34742
  -4.80637
  -2.57385
  -4.02968
  -4.92345
  -4.34006
  -5.38932
  -5.18978
  -4.31172
  -5.05298
  -5.73479
  -4.91106
  -4.51556
  -4.71778
  -2.93828
  -4.92468
  -4.10038
  -3.77596
  -5.01112
  -4.04841
  -3.63644
  -3.50436
Metropolis acceptance rate for gamma = 0.27641



MCMCoprobit iteration 730001 of 1050000 
beta = 
   3.88203
   0.54988
   3.88360
  -0.72051
   1.59657
   1.85163
   0.99668
  -1.21849
   1.43236
   1.55216
   0.14471
   2.17479
  -0.51909
  -0.47798
   0.14601
   1.67400
   0.73657
  -1.16319
  -0.31870
  -0.87899
   0.60384
   2.72157
   2.22440
   0.46753
  -3.94887
  -3.17397
  -4.33090
  -4.07101
  -2.30583
  -3.06173
  -4.18534
  -3.70781
  -4.73030
  -4.79320
  -3.74429
  -4.66421
  -5.08274
  -4.48130
  -4.15476
  -4.73214
  -3.76761
  -3.94195
  -3.32452
  -3.02339
  -3.70762
  -4.03131
  -2.73453
  -3.67907
Metropolis acceptance rate for gamma = 0.27638



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.02761
   0.34109
   3.92191
  -0.23561
   1.40529
   1.67455
   0.90929
  -1.30901
   1.34669
   2.21226
  -0.01682
   1.94247
  -0.90552
  -0.43681
   0.47343
   1.70675
   0.65902
  -1.29633
  -0.15324
  -0.31500
   0.81911
   2.57131
   2.67131
   1.21186
  -4.48895
  -3.03691
  -3.47543
  -4.49233
  -2.38584
  -3.25539
  -4.10279
  -3.61632
  -4.95313
  -4.35414
  -3.42703
  -4.39126
  -5.13989
  -4.63677
  -3.85548
  -4.40502
  -3.01461
  -4.53519
  -4.17287
  -3.43861
  -4.16292
  -3.75295
  -2.83671
  -3.00949
Metropolis acceptance rate for gamma = 0.27641



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.00534
   0.73644
   4.09662
  -0.39632
   2.03006
   2.32416
   1.60444
  -1.28801
   1.66511
   1.94536
   0.02556
   2.40526
  -0.35907
  -0.22752
   0.69509
   2.78513
   0.81875
  -0.81417
  -0.33853
  -0.21822
   1.21375
   2.88148
   2.46953
   1.09560
  -3.41682
  -2.80377
  -3.58450
  -4.17455
  -2.36965
  -3.35031
  -3.96972
  -3.24515
  -4.70117
  -4.12195
  -4.10408
  -3.96306
  -4.60938
  -4.56196
  -4.21983
  -4.83028
  -2.80718
  -4.07729
  -3.61019
  -2.74178
  -4.17873
  -4.56020
  -2.75190
  -3.72403
Metropolis acceptance rate for gamma = 0.27642



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.28546
   0.46676
   3.63045
  -0.63881
   2.10692
   1.43027
   0.38011
  -1.33035
   1.58833
   2.03518
  -0.14989
   2.20070
  -0.39941
  -0.51156
   0.40047
   1.36576
   0.46716
  -1.34079
  -0.31786
  -0.15611
   0.19096
   2.07677
   2.25660
   1.00591
  -4.32600
  -3.20824
  -4.00801
  -4.76673
  -2.66160
  -3.66076
  -4.26479
  -3.63581
  -5.19223
  -4.20868
  -3.76014
  -5.01995
  -5.37763
  -4.94904
  -4.14680
  -4.91654
  -2.95988
  -3.73760
  -3.85576
  -3.18923
  -4.45352
  -4.06351
  -3.19052
  -3.79881
Metropolis acceptance rate for gamma = 0.27646



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.06599
   0.45793
   3.88101
  -0.38542
   2.17129
   1.82651
   0.94296
  -1.16697
   1.51130
   2.30373
  -0.14012
   1.95786
  -0.60928
  -0.67635
   0.63924
   1.71610
   0.49796
  -1.05892
  -0.89865
   0.01246
   0.51689
   2.42393
   2.58855
   1.26875
  -3.97822
  -3.09518
  -3.75195
  -4.18906
  -2.68531
  -3.27056
  -4.18122
  -3.74152
  -4.72543
  -4.41215
  -4.17820
  -4.23499
  -5.34146
  -4.67675
  -3.87080
  -4.84134
  -3.23628
  -4.37247
  -3.87892
  -3.53802
  -4.38415
  -3.99775
  -2.66271
  -3.82533
Metropolis acceptance rate for gamma = 0.27639



MCMCoprobit iteration 780001 of 1050000 
beta = 
   3.99290
   0.43928
   3.95185
  -0.73707
   1.53332
   1.81761
   0.63571
  -1.33809
   0.92608
   2.28723
   0.17221
   2.40083
  -1.00531
  -0.67860
   0.50915
   1.53816
   0.75838
  -0.95963
  -0.27212
  -0.81421
   0.44926
   2.42494
   2.54606
   0.86707
  -4.14290
  -2.91236
  -3.65204
  -3.92263
  -2.06887
  -3.14756
  -4.18079
  -3.69862
  -5.10840
  -4.05806
  -3.62564
  -3.98802
  -6.20257
  -4.80889
  -3.98187
  -4.85373
  -2.86950
  -4.08829
  -3.74976
  -2.81199
  -4.41455
  -3.87171
  -2.91970
  -3.75102
Metropolis acceptance rate for gamma = 0.27633



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.29687
   0.53283
   3.70569
  -0.40283
   1.78815
   1.56239
   0.97153
  -1.88198
   1.59905
   2.26024
  -0.01954
   2.23136
  -1.08410
  -0.72478
   1.02143
   2.00557
   0.77584
  -1.15609
  -0.54223
  -0.52948
   0.32592
   2.54333
   1.97418
   1.10022
  -3.92504
  -3.49824
  -3.93450
  -4.82380
  -2.69169
  -3.91883
  -4.65404
  -3.45843
  -4.81815
  -4.53791
  -4.20109
  -4.23893
  -4.81590
  -4.81912
  -4.57893
  -4.82931
  -3.64629
  -4.24312
  -4.27828
  -2.84316
  -4.00471
  -4.07184
  -2.81971
  -3.51981
Metropolis acceptance rate for gamma = 0.27640



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.01182
   0.44783
   3.56232
  -0.38560
   1.75548
   1.81375
   0.97407
  -1.12082
   1.65037
   2.33700
   0.13544
   2.49491
  -0.51719
  -0.39188
   0.49528
   1.68764
   0.71590
  -1.43463
  -0.17489
  -0.32027
   0.71706
   2.91410
   2.30284
   0.94425
  -3.90186
  -2.95182
  -3.04252
  -4.18279
  -2.06873
  -2.97727
  -3.82490
  -3.31187
  -4.92112
  -4.58909
  -3.92087
  -4.06358
  -5.29576
  -4.29874
  -3.30908
  -4.09307
  -2.53705
  -3.95329
  -3.29543
  -3.43332
  -3.66337
  -3.82248
  -3.04309
  -3.33876
Metropolis acceptance rate for gamma = 0.27633



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.92382
  -0.30141
   3.19472
  -1.39402
   1.15942
   1.17680
   0.04784
  -1.97925
   0.61512
   1.29714
  -0.67159
   1.86357
  -1.10057
  -1.06199
  -0.62017
   1.54923
   0.04827
  -2.12528
  -0.59747
  -1.06895
   0.05722
   1.83516
   1.92843
   0.21925
  -5.06227
  -3.77264
  -5.07257
  -4.76505
  -3.11813
  -4.65543
  -4.64901
  -4.47392
  -5.61587
  -4.88253
  -4.57282
  -5.26022
  -5.67002
  -5.85449
  -4.49384
  -5.68533
  -4.35975
  -5.32390
  -4.76781
  -4.00683
  -5.29899
  -4.90431
  -3.77373
  -4.39248
Metropolis acceptance rate for gamma = 0.27633



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.30470
  -0.21616
   3.81529
  -0.82410
   1.55677
   1.23592
   0.56959
  -1.39083
   1.06588
   1.65116
  -0.17334
   1.78538
  -1.16063
  -0.97258
   0.30791
   2.05305
  -0.03897
  -1.14877
  -0.35161
  -0.75575
   0.42628
   2.35959
   1.85068
   0.36500
  -4.87294
  -3.29005
  -3.93362
  -4.44354
  -2.35113
  -3.33759
  -4.94393
  -3.63530
  -5.75766
  -4.97047
  -4.17921
  -4.74311
  -5.47923
  -5.06839
  -4.58177
  -5.08153
  -3.06816
  -4.03361
  -3.52630
  -2.83130
  -4.14175
  -4.44858
  -3.40838
  -3.96286
Metropolis acceptance rate for gamma = 0.27622



MCMCoprobit iteration 830001 of 1050000 
beta = 
   3.98406
   0.97696
   4.27067
  -0.53293
   2.34511
   1.98699
   1.02829
  -1.04953
   1.85459
   2.26208
   0.49902
   2.09870
  -0.86787
  -0.58008
   0.82035
   2.03171
   0.55171
  -1.02262
  -0.22504
   0.07057
   0.73670
   2.96311
   2.57594
   1.04930
  -4.15122
  -2.79587
  -3.57484
  -4.02461
  -2.37203
  -3.31638
  -4.26349
  -3.49010
  -4.76603
  -3.87311
  -4.16384
  -4.20902
  -4.55713
  -4.24233
  -3.70177
  -4.65513
  -3.25268
  -3.80658
  -3.63079
  -2.55075
  -4.83237
  -4.43981
  -2.78667
  -3.29727
Metropolis acceptance rate for gamma = 0.27628



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.56535
   0.10290
   3.32081
  -0.89888
   1.27909
   1.21593
   0.05847
  -1.75943
   0.82876
   1.19242
  -0.63800
   1.80955
  -1.37010
  -1.12825
   0.22609
   1.10500
   0.02107
  -1.62164
  -0.79411
  -0.67398
   0.10781
   2.63261
   1.51302
   0.06729
  -4.39795
  -3.68162
  -4.32578
  -5.06641
  -3.35398
  -4.03502
  -4.86401
  -4.15557
  -5.47871
  -4.86825
  -4.24097
  -4.87141
  -6.00502
  -5.12440
  -4.55227
  -4.71975
  -3.26538
  -4.40739
  -4.10821
  -3.52423
  -4.87772
  -4.18534
  -3.48980
  -3.87316
Metropolis acceptance rate for gamma = 0.27625



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.39550
  -0.01444
   3.07578
  -1.12242
   1.31206
   1.32272
   0.38302
  -1.57689
   0.90821
   1.31897
  -0.75641
   1.66055
  -1.54301
  -0.64570
   0.10421
   1.52295
  -0.12555
  -1.37437
  -0.41394
  -0.51669
   0.11981
   2.18820
   1.83309
   0.41415
  -4.23845
  -3.48996
  -4.35284
  -4.56889
  -2.12974
  -3.56832
  -5.24037
  -3.99321
  -5.56016
  -3.93839
  -3.76690
  -4.66215
  -4.73912
  -4.20981
  -4.18859
  -5.21384
  -3.36450
  -4.86559
  -3.99453
  -3.40353
  -4.72761
  -4.39481
  -3.24455
  -3.79231
Metropolis acceptance rate for gamma = 0.27629



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.15160
   0.42847
   3.48617
  -0.68119
   1.61365
   1.20686
   0.77975
  -1.59975
   1.22358
   1.49012
  -0.50244
   2.06106
  -0.89524
  -0.74304
   0.79980
   1.89389
   0.17005
  -0.92847
  -0.32658
  -0.66302
   0.25124
   2.10170
   1.95170
   0.61089
  -3.97246
  -2.91646
  -3.98508
  -4.25937
  -2.40829
  -3.27994
  -4.18004
  -3.58723
  -5.16712
  -4.77014
  -3.63620
  -4.22594
  -5.37313
  -4.63672
  -4.26093
  -4.92589
  -2.43803
  -3.75443
  -3.65596
  -3.41020
  -4.51804
  -4.14858
  -3.03552
  -3.42111
Metropolis acceptance rate for gamma = 0.27619



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.70946
   0.24738
   3.39235
  -1.00702
   1.59436
   1.26790
   0.44150
  -1.51489
   1.43116
   2.25919
  -0.53647
   1.82351
  -1.05504
  -1.14507
   0.13696
   1.56469
   0.19739
  -1.48163
  -0.60148
  -0.61676
   0.33754
   2.03052
   2.13126
   0.49274
  -4.59116
  -3.80967
  -4.02619
  -4.94965
  -3.12333
  -3.92682
  -4.98413
  -4.22506
  -5.65667
  -5.14593
  -4.54083
  -5.14546
  -6.79015
  -4.60372
  -4.63143
  -5.41767
  -4.02188
  -4.66628
  -4.28900
  -3.38618
  -4.88353
  -4.66388
  -3.45108
  -3.98751
Metropolis acceptance rate for gamma = 0.27615



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.65417
  -0.29554
   3.54775
  -1.04415
   1.78116
   1.67002
   0.82220
  -1.53643
   1.03001
   0.87998
  -0.50281
   2.15587
  -0.92638
  -0.98203
   0.23971
   1.92031
   0.60563
  -1.92261
  -0.41704
  -0.20830
   0.18911
   2.72460
   2.01583
   0.57174
  -4.66573
  -3.43592
  -4.39183
  -4.59023
  -2.97904
  -4.11156
  -4.45456
  -5.01812
  -5.54407
  -4.30108
  -4.05544
  -4.91186
  -5.98861
  -4.74284
  -5.08498
  -5.30903
  -3.12554
  -4.94363
  -4.37922
  -3.43866
  -4.94375
  -4.65848
  -3.32264
  -3.99281
Metropolis acceptance rate for gamma = 0.27623



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.84478
   0.42135
   3.93432
  -0.94526
   1.74330
   1.46990
   0.63013
  -1.80570
   0.78713
   1.59897
  -0.31764
   1.80102
  -1.11365
  -0.78716
   0.47317
   1.90446
   0.25258
  -1.47113
  -0.05274
  -0.23790
   0.75560
   2.66970
   2.23485
   0.41227
  -5.09049
  -4.08544
  -4.68570
  -5.23573
  -2.62429
  -3.75562
  -4.63397
  -4.87331
  -5.79201
  -4.95650
  -4.31559
  -5.17928
  -6.45666
  -5.18498
  -4.86728
  -5.79578
  -3.81861
  -4.91766
  -4.68524
  -3.53220
  -5.17038
  -4.46923
  -3.45972
  -4.30708
Metropolis acceptance rate for gamma = 0.27617



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.29370
   0.35228
   3.95338
  -1.00207
   1.65797
   1.21188
   0.70375
  -1.22497
   1.19754
   1.69373
  -0.06922
   2.37111
  -1.20764
  -0.75855
  -0.22148
   1.95512
   0.17051
  -1.29032
  -0.30274
  -0.39569
   0.20844
   2.21129
   2.11166
   0.38138
  -4.53617
  -3.34492
  -4.26442
  -4.44805
  -2.66708
  -3.84970
  -4.56800
  -4.18186
  -5.31728
  -4.28606
  -4.00139
  -4.54026
  -5.42583
  -4.61242
  -3.99444
  -5.23587
  -2.60540
  -3.83577
  -3.83194
  -3.60054
  -4.50040
  -3.88317
  -3.32714
  -3.38128
Metropolis acceptance rate for gamma = 0.27621



MCMCoprobit iteration 910001 of 1050000 
beta = 
   5.11917
   0.06320
   3.45051
  -1.02601
   1.16092
   1.26313
   0.44888
  -2.33069
   0.50669
   1.32562
  -0.21945
   1.94862
  -1.31052
  -1.43821
   0.07855
   1.43872
  -0.13024
  -2.24720
  -0.99963
  -0.79854
  -0.05430
   2.16176
   1.87254
   0.29607
  -5.72039
  -3.76683
  -4.92372
  -5.03885
  -2.68255
  -4.74433
  -5.36275
  -4.49496
  -5.51937
  -5.36572
  -4.94692
  -6.10347
  -6.24335
  -5.48173
  -5.75191
  -5.27704
  -2.82506
  -4.69404
  -4.43176
  -4.22324
  -5.94105
  -5.04393
  -3.89807
  -4.55528
Metropolis acceptance rate for gamma = 0.27621



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.38869
   0.18225
   3.63341
  -0.88436
   1.90970
   1.14942
   0.62805
  -1.64112
   1.09579
   1.91678
  -0.22675
   2.11105
  -1.52206
  -0.79046
   0.28508
   1.89854
   0.65550
  -1.46686
  -0.86677
  -0.71195
   0.18528
   2.81549
   1.88093
   0.81926
  -4.43784
  -3.30970
  -3.80926
  -4.81727
  -2.65041
  -3.85233
  -4.62130
  -4.19224
  -5.89694
  -4.49539
  -4.23889
  -4.55844
  -5.33031
  -5.13952
  -4.59768
  -4.88271
  -3.52560
  -3.99621
  -3.85555
  -3.50217
  -5.10643
  -4.16078
  -2.70447
  -4.01651
Metropolis acceptance rate for gamma = 0.27621



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.83488
  -0.46008
   3.08975
  -1.13618
   1.18606
   1.03447
   0.16443
  -2.15803
   0.80178
   1.44220
  -0.51897
   1.69660
  -1.38162
  -1.04182
  -0.11701
   1.21979
  -0.14554
  -1.62038
  -1.17789
  -1.24178
  -0.04300
   2.12182
   1.60622
   0.33385
  -4.13473
  -3.37821
  -5.01429
  -4.81722
  -3.30029
  -3.96852
  -5.10553
  -4.36593
  -5.93352
  -4.99960
  -4.65550
  -5.01753
  -5.79692
  -4.83907
  -4.51246
  -5.28640
  -3.26819
  -4.40282
  -4.14877
  -4.27338
  -4.98755
  -4.72061
  -3.53685
  -4.40518
Metropolis acceptance rate for gamma = 0.27636



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.25733
   0.18113
   3.45212
  -0.40205
   1.11830
   1.41270
   0.45655
  -1.64467
   0.89034
   1.76800
  -0.27408
   1.75977
  -1.37888
  -1.20935
   0.12975
   1.06028
   0.05763
  -1.52148
  -0.57530
  -0.56270
   0.64700
   1.98248
   2.07321
   0.32182
  -4.39739
  -2.92719
  -3.87848
  -4.73671
  -2.65322
  -3.65595
  -4.99089
  -3.71982
  -5.06337
  -4.46641
  -4.12279
  -4.26848
  -5.21753
  -4.67200
  -4.56653
  -4.91765
  -3.61584
  -4.25936
  -3.90831
  -3.16456
  -4.87886
  -4.36107
  -3.04315
  -3.76795
Metropolis acceptance rate for gamma = 0.27643



MCMCoprobit iteration 950001 of 1050000 
beta = 
   3.37482
   0.81717
   3.96179
  -0.01644
   2.19664
   2.13996
   1.29145
  -0.70266
   2.08401
   2.52353
   0.26886
   2.69983
  -0.00480
  -0.17328
   1.05666
   2.14000
   0.75680
  -0.63066
   0.49941
   0.28868
   1.47921
   3.52160
   2.93498
   1.40393
  -3.15927
  -2.37902
  -2.69999
  -3.55783
  -1.77888
  -2.89536
  -3.08904
  -2.87987
  -3.83383
  -3.88859
  -2.76894
  -3.64306
  -4.46625
  -3.78288
  -2.98827
  -4.13034
  -2.13097
  -3.42763
  -2.81658
  -1.72002
  -3.29481
  -3.33760
  -2.40774
  -2.58330
Metropolis acceptance rate for gamma = 0.27642



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.16658
   0.15158
   3.43318
  -0.86892
   1.51839
   1.64693
   0.12023
  -1.00162
   0.81861
   1.32769
  -0.40708
   1.91752
  -0.88222
  -1.00291
   0.01193
   1.41699
   0.46393
  -1.42880
  -0.34350
  -0.46899
   0.06389
   1.97980
   2.28516
   0.87471
  -3.78088
  -3.02267
  -3.57361
  -4.54679
  -2.24242
  -3.82630
  -4.50122
  -3.01559
  -4.87569
  -4.22030
  -3.95173
  -4.36044
  -4.98633
  -4.34695
  -4.05524
  -5.05358
  -3.12984
  -4.00750
  -3.72890
  -3.03264
  -4.17533
  -3.67526
  -2.78329
  -3.12226
Metropolis acceptance rate for gamma = 0.27646



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.52281
   0.22255
   3.68020
  -0.84419
   1.38427
   1.33420
   0.70466
  -1.94114
   0.98170
   1.74778
  -0.27141
   1.74595
  -1.23244
  -0.83383
   0.65716
   1.61424
   0.36866
  -1.43998
  -0.76509
  -0.62979
   0.45576
   2.45767
   1.93981
   0.63675
  -4.02363
  -3.39038
  -4.10212
  -4.78308
  -2.97582
  -3.88622
  -4.75083
  -3.98972
  -5.50151
  -4.43264
  -4.25657
  -4.48508
  -6.52370
  -4.75393
  -4.72428
  -4.81806
  -3.46001
  -4.42271
  -4.01173
  -3.24865
  -5.06246
  -4.49267
  -3.69207
  -4.25673
Metropolis acceptance rate for gamma = 0.27646



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.05996
   0.28328
   4.21797
  -0.46732
   1.82965
   1.76568
   0.67305
  -1.14099
   1.17973
   2.18318
  -0.28790
   1.82342
  -1.08650
  -0.82322
   0.15643
   1.53749
   0.56553
  -1.16681
  -0.40378
  -0.27225
   0.78620
   2.20405
   2.25219
   0.67403
  -4.33141
  -2.84880
  -3.65361
  -3.77413
  -2.67772
  -3.47405
  -4.03655
  -3.73494
  -5.19018
  -4.30508
  -3.60285
  -4.54464
  -4.66673
  -4.23952
  -3.96721
  -5.16465
  -2.54885
  -3.91786
  -3.57009
  -2.85795
  -4.08916
  -3.71638
  -2.85185
  -3.60206
Metropolis acceptance rate for gamma = 0.27657



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.20318
   0.39242
   3.95296
  -0.44259
   1.39190
   1.45127
   0.52163
  -1.34827
   1.26376
   1.55052
  -0.95877
   2.32284
  -1.14949
  -1.02200
   0.19475
   1.56374
   0.19819
  -1.22384
  -0.27361
  -0.40971
   0.59134
   2.81923
   1.60808
   0.32764
  -4.27083
  -2.64640
  -3.89351
  -4.30791
  -2.71088
  -3.31870
  -4.22430
  -3.71150
  -4.86533
  -4.07941
  -3.70354
  -4.57728
  -5.38572
  -4.11854
  -4.09821
  -5.08418
  -3.26288
  -4.20838
  -3.79044
  -3.00742
  -4.97740
  -3.99286
  -3.02661
  -3.53479
Metropolis acceptance rate for gamma = 0.27662



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.33481
   0.12371
   3.49401
  -0.87098
   1.25567
   1.48926
   0.78023
  -1.35850
   0.90992
   1.77986
  -0.20399
   1.87865
  -1.19047
  -0.58733
   0.55726
   1.63412
   0.40031
  -1.25806
  -0.41532
  -0.26647
   1.03747
   2.61169
   2.24053
   0.68808
  -4.02541
  -2.98217
  -3.95298
  -4.61651
  -2.46580
  -3.71970
  -4.48462
  -3.75711
  -5.38750
  -4.46321
  -4.05890
  -4.62975
  -5.62515
  -4.69047
  -4.26942
  -5.59118
  -3.18963
  -4.07189
  -4.03030
  -3.29099
  -4.51825
  -4.07734
  -3.10104
  -3.78501
Metropolis acceptance rate for gamma = 0.27654



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   3.85969
   0.17024
   3.41357
  -0.01706
   2.14553
   2.14710
   0.90134
  -0.97773
   1.64528
   1.96941
  -0.10850
   2.06380
  -0.48954
  -0.23685
   0.71502
   1.92678
   0.51078
  -1.20067
   0.07042
   0.01711
   0.81567
   3.00263
   2.18828
   1.17341
  -3.81529
  -2.77736
  -3.46716
  -4.03628
  -1.70098
  -3.02524
  -3.82656
  -3.10051
  -5.03930
  -4.01275
  -3.58007
  -4.67404
  -5.19755
  -4.02138
  -4.11980
  -4.55575
  -2.64200
  -3.80578
  -3.25226
  -2.74793
  -3.90744
  -3.46966
  -2.73293
  -3.16717
Metropolis acceptance rate for gamma = 0.27651



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.23076
   0.58966
   4.10466
  -0.40902
   1.86914
   1.86704
   0.32352
  -1.59397
   1.47278
   2.16235
   0.00960
   2.57675
  -0.85619
  -0.92230
   0.67834
   1.96552
   0.65065
  -1.43491
  -0.48658
   0.16247
   0.56676
   3.23680
   1.82671
   0.68204
  -3.94191
  -2.91611
  -3.92080
  -4.85158
  -2.38300
  -3.57964
  -4.35566
  -3.22001
  -5.22646
  -4.14442
  -3.73013
  -4.19060
  -5.55825
  -4.99379
  -4.07958
  -5.09014
  -2.76843
  -3.78117
  -3.71162
  -3.69341
  -4.74017
  -4.37730
  -3.08239
  -3.63197
Metropolis acceptance rate for gamma = 0.27653



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.12426
   0.63366
   3.39428
  -0.44851
   1.46880
   1.64708
   0.87735
  -1.32323
   1.49808
   1.59867
  -0.65292
   2.24590
  -0.89375
  -0.60772
   0.41800
   1.40720
   0.74001
  -1.74712
  -0.34096
  -0.56905
   0.38031
   2.31102
   1.90311
   0.68757
  -3.87851
  -2.92226
  -3.78135
  -4.56362
  -2.26612
  -3.76540
  -4.20951
  -3.61596
  -4.64982
  -4.25183
  -3.52766
  -4.23217
  -5.77915
  -4.07701
  -3.73106
  -5.56664
  -2.74470
  -4.41319
  -3.82487
  -3.06350
  -4.32558
  -4.00494
  -2.75629
  -4.23168
Metropolis acceptance rate for gamma = 0.27649



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.72754
   0.50303
   3.84019
  -0.77754
   1.51902
   1.29770
   0.54154
  -1.03123
   1.09389
   1.18321
  -0.37904
   1.97225
  -1.34517
  -1.08260
   0.36139
   1.68357
   0.37195
  -1.28165
  -0.36824
  -0.45232
   0.30504
   2.48600
   2.37541
   0.82852
  -4.60759
  -3.59612
  -4.39943
  -5.03817
  -3.04491
  -3.67676
  -4.92401
  -3.86541
  -5.30148
  -5.60327
  -4.45477
  -5.00183
  -5.59167
  -5.07563
  -4.55714
  -5.67325
  -3.87756
  -4.87842
  -4.16797
  -3.84661
  -4.60117
  -3.78663
  -3.63651
  -3.97388
Metropolis acceptance rate for gamma = 0.27654



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.27657
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(a2.M2.out, file="MM3.2.a2.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1074.941    5.666 1174.109 
